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This new book presents and discusses current research in the study of computer networks. Topics discussed include an in-depth analysis of prediction performance based on real network traffic; network security; a modified artificial neural network based approach to add new data in a cluster; fuzzy-based controller for improvement of network performance; multi-layer perceptron artificial neural network; fault detection and diagnosis in a distillation column by MLP neural networks and generic architecture for artificial neural networks.